GoΜΚΤΡro

What is it about?

This is a professional linear algebra tool that supports SVD decomposition calculation of arbitrary dimensional matrices. Users can manually enter or paste matrix data to generate three decomposition matrices U, Sigma, and V with one click. It supports visualization of singular value trend graphs and low-rank approximate reconstruction. Adjust the number of retained singular values through sliders, and view the reconstruction error and matrix difference heat maps in real time. All results support exporting to CSV files or PNG images, which is convenient for teaching, scientific research and data analytics. The interface is simple and intuitive, making it an efficient tool for learning and applying SVD decomposition.